Self-Organizing Map Formation: Foundations of Neural Computation (Computational Neuroscience) - Softcover

Softcover

ISBN 10: 0262650606 ISBN 13: 9780262650601

Verlag: Bradford Books, 2001

Inhaltsangabe

This book provides an overview of self-organizing map formation, including recent developments. Self-organizing maps form a branch of unsupervised learning, which is the study of what can be determined about the statistical properties of input data without explicit feedback from a teacher. The articles are drawn from the journal Neural Computation.The book consists of five sections. The first section looks at attempts to model the organization of cortical maps and at the theory and applications of the related artificial neural network algorithms. The second section analyzes topographic maps and their formation via objective functions. The third section discusses cortical maps of stimulus features. The fourth section discusses self-organizing maps for unsupervised data analysis. The fifth section discusses extensions of self-organizing maps, including two surprising applications of mapping algorithms to standard computer science problems: combinatorial optimization and sorting.ContributorsJ. J. Atick, H. G. Barrow, H. U. Bauer, C. M. Bishop, H. J. Bray, J. Bruske, J. M. L. Budd, M. Budinich, V. Cherkassky, J. Cowan, R. Durbin, E. Erwin, G. J. Goodhill, T. Graepel, D. Grier, S. Kaski, T. Kohonen, H. Lappalainen, Z. Li, J. Lin, R. Linsker, S. P. Luttrell, D. J. C. MacKay, K. D. Miller, G. Mitchison, F. Mulier, K. Obermayer, C. Piepenbrock, H. Ritter, K. Schulten, T. J. Sejnowski, S. Smirnakis, G. Sommer, M. Svensen, R. Szeliski, A. Utsugi, C. K. I. Williams, L. Wiskott, L. Xu, A. Yuille, J. Zhang

Über diesen Titel

Über die Autorin bzw. den Autor

Klaus Obermayer is Professor of Computer Science and head of the Neural Information Processing Group at the Technical University of Berlin.

Details zur Ausgabe

• Verlag: Bradford Books
• Erscheinungsdatum: 2001
• Sprache: Englisch
• ISBN 10: 0262650606
• ISBN 13: 9780262650601
• Einband: Taschenbuch
• Anzahl der Seiten: 440
• Herausgeber: Obermayer Klaus, Sejnowski Terrence J.
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Nicht verfügbar